US 12,231,637 B2
Image encoding/decoding method and device for performing feature quantization/ de-quantization, and recording medium for storing bitstream
Chul Keun Kim, Seoul (KR); Eunyong Son, Seoul (KR); and Yongjoon Jeon, Seoul (KR)
Assigned to LG ELECTRONICS INC., Seoul (KR)
Appl. No. 17/801,159
Filed by LG ELECTRONICS INC., Seoul (KR)
PCT Filed Feb. 25, 2021, PCT No. PCT/KR2021/002354
§ 371(c)(1), (2) Date Aug. 19, 2022,
PCT Pub. No. WO2021/177652, PCT Pub. Date Sep. 10, 2021.
Claims priority of application No. 10-2020-0026183 (KR), filed on Mar. 2, 2020; and application No. 10-2020-0030562 (KR), filed on Mar. 12, 2020.
Prior Publication US 2023/0082561 A1, Mar. 16, 2023
Int. Cl. H04N 19/124 (2014.01); H04N 19/169 (2014.01)
CPC H04N 19/124 (2014.11) [H04N 19/1883 (2014.11)] 12 Claims
OG exemplary drawing
 
1. An image decoding method performed by an image decoding apparatus, the image decoding method comprising:
obtaining, from a bitstream, a feature set extracted from an input image using an artificial neural network-based feature extraction method, first information on importance of each of a plurality of channels included in the feature set and second information on a quantization method of the feature set;
decoding the feature set, the first information and the second information; and
dequantizing the decoded feature set based on the decoded first information and the decoded second information,
wherein the second information comprises a number of quantization bits of each of the plurality of channels,
wherein the number of quantization bits is determined based on the importance of each of the plurality of channels,
wherein the first information and the second information have a decoding unit,
wherein the decoding unit is determined to be one of a sequence unit, a group of feature set (GOF) unit, a feature set unit or a channel unit, and
wherein the decoding unit is determined based on data similarity between the feature set and a previous feature set preceding the feature set in decoding order.